Observatorio de I+D+i UPM

Memorias de investigación
Artículos en revistas:
Toward data mining engineering: A software engineering approach
Año:2008
Áreas de investigación
  • Inteligencia artificial
Datos
Descripción
The number, variety and complexity of projects involving data mining or knowledge discovery in databases activities have increased just lately at such a pace that aspects related to their development process need to be standardized for results to be integrated, reused and interchanged in the future. Data mining projects are quickly becoming engineering projects, and current standard processes, like CRISP-DM, need to be revisited to incorporate this engineering viewpoint. This is the central motivation of this paper that makes the point that experience gained about the software development process over almost 40 years could be reused and integrated to improve data mining processes. Consequently, this paper proposes to reuse ideas and concepts underlying the IEEE Std 1074 and ISO 12207 software engineering model processes to redefine and add to the CRISP-DM process and make it a data mining engineering standard.
Internacional
Si
JCR del ISI
Si
Título de la revista
INFORMATION SYSTEMS
ISSN
0306-4379
Factor de impacto JCR
1,681
Información de impacto
Volumen
34
DOI
http://dx.doi.org/10.1016/j.is.2008.04.003
Número de revista
1
Desde la página
87
Hasta la página
107
Mes
MARZO
Ranking
Esta actividad pertenece a memorias de investigación
Participantes
  • Autor: Oscar Marban Gallego (UPM)
  • Autor: Fco.Javier Segovia Perez (UPM)
  • Autor: Maria Covadonga Fernandez Baizan (UPM)
  • Autor: Ernestina Menasalvas Ruiz (UPM)
Grupos de investigación, Departamentos, Centros e Institutos de I+D+i relacionados
  • Creador: Grupo de Investigación: Data Mining Engineering (DaME) Ingeniería de Minería de datos
  • Departamento: Lenguajes y Sistemas Informáticos e Ingeniería de Software
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